Intrusion Detection Dataset Report

Brought to you by YData

Dataset statistics

Number of variables	19
Number of observations	365788
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	72.3 MiB
Average record size in memory	207.1 B

Variable types

Numeric	15
Categorical	4

Alerts

`ADV_S` is highly overall correlated with `DATA_S` and 3 other fields	High correlation
`DATA_R` is highly overall correlated with `Data_Sent_To_BS` and 5 other fields	High correlation
`DATA_S` is highly overall correlated with `ADV_S` and 3 other fields	High correlation
`Data_Sent_To_BS` is highly overall correlated with `DATA_R` and 3 other fields	High correlation
`Dist_To_CH` is highly overall correlated with `DATA_R` and 3 other fields	High correlation
`Is_CH` is highly overall correlated with `JOIN_S` and 2 other fields	High correlation
`JOIN_R` is highly overall correlated with `ADV_S` and 1 other fields	High correlation
`JOIN_S` is highly overall correlated with `DATA_R` and 9 other fields	High correlation
`SCH_R` is highly overall correlated with `DATA_R` and 8 other fields	High correlation
`SCH_S` is highly overall correlated with `ADV_S` and 1 other fields	High correlation
`Time` is highly overall correlated with `JOIN_S` and 2 other fields	High correlation
`dist_CH_To_BS` is highly overall correlated with `DATA_R` and 5 other fields	High correlation
`id` is highly overall correlated with `JOIN_S` and 3 other fields	High correlation
`send_code` is highly overall correlated with `DATA_R` and 5 other fields	High correlation
`who CH` is highly overall correlated with `JOIN_S` and 3 other fields	High correlation
`Attack type` is highly overall correlated with `Is_CH` and 2 other fields	High correlation
`Rank` is highly overall correlated with `ADV_S` and 1 other fields	High correlation
`Attack type` is highly imbalanced (73.6%)	Imbalance
`Expaned Energy` is highly skewed (γ1 = 25.69934767)	Skewed
`Dist_To_CH` has 77990 (21.3%) zeros	Zeros
`ADV_S` has 323400 (88.4%) zeros	Zeros
`ADV_R` has 30155 (8.2%) zeros	Zeros
`JOIN_R` has 347118 (94.9%) zeros	Zeros
`SCH_S` has 347130 (94.9%) zeros	Zeros
`Rank` has 70737 (19.3%) zeros	Zeros
`DATA_S` has 58829 (16.1%) zeros	Zeros
`DATA_R` has 314028 (85.8%) zeros	Zeros
`Data_Sent_To_BS` has 303545 (83.0%) zeros	Zeros
`dist_CH_To_BS` has 303545 (83.0%) zeros	Zeros
`send_code` has 77949 (21.3%) zeros	Zeros

Reproduction

Analysis started	2025-05-12 17:13:32.231630
Analysis finished	2025-05-12 17:15:30.837923
Duration	1 minute and 58.61 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

id
Real number (ℝ)

High correlation

Distinct	11120
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	265027.89

Minimum	101000
Maximum	3402096
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	101000
5-th percentile	102035
Q1	107096
median	116072
Q3	214072
95-th percentile	804098
Maximum	3402096
Range	3301096
Interquartile range (IQR)	106976

Descriptive statistics

Standard deviation	363296.1
Coefficient of variation (CV)	1.3707844
Kurtosis	23.490804
Mean	265027.89
Median Absolute Deviation (MAD)	13047
Skewness	4.3864773
Sum	9.6944023 × 10¹⁰
Variance	1.3198406 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
101041	136	< 0.1%
101000	135	< 0.1%
101065	135	< 0.1%
101075	135	< 0.1%
101074	135	< 0.1%
101073	135	< 0.1%
101072	135	< 0.1%
101071	135	< 0.1%
101070	135	< 0.1%
101069	135	< 0.1%
Other values (11110)	364437	99.6%

Value	Count	Frequency (%)
101000	135	< 0.1%
101001	135	< 0.1%
101002	135	< 0.1%
101003	135	< 0.1%
101004	135	< 0.1%
101005	135	< 0.1%
101006	135	< 0.1%
101007	135	< 0.1%
101008	135	< 0.1%
101009	135	< 0.1%

Value	Count	Frequency (%)
3402096	1	< 0.1%
3402088	1	< 0.1%
3402073	1	< 0.1%
3402069	1	< 0.1%
3402063	1	< 0.1%
3402054	1	< 0.1%
3402034	1	< 0.1%
3402016	1	< 0.1%
3402009	1	< 0.1%
3402001	1	< 0.1%

Time
Real number (ℝ)

High correlation

Distinct	196
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1062.5201

Minimum	50
Maximum	3600
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	50
5-th percentile	103
Q1	353
median	803
Q3	1503
95-th percentile	3053
Maximum	3600
Range	3550
Interquartile range (IQR)	1150

Descriptive statistics

Standard deviation	896.35523
Coefficient of variation (CV)	0.84361247
Kurtosis	0.30756442
Mean	1062.5201
Median Absolute Deviation (MAD)	500
Skewness	1.1037821
Sum	3.8865711 × 10⁸
Variance	803452.69
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53	13201	3.6%
103	13101	3.6%
253	13065	3.6%
153	12805	3.5%
203	12701	3.5%
303	12649	3.5%
353	12356	3.4%
403	11702	3.2%
453	11297	3.1%
503	11177	3.1%
Other values (186)	241734	66.1%

Value	Count	Frequency (%)
50	300	0.1%
53	13201	3.6%
100	300	0.1%
103	13101	3.6%
150	300	0.1%
153	12805	3.5%
200	300	0.1%
203	12701	3.5%
250	300	0.1%
253	13065	3.6%

Value	Count	Frequency (%)
3600	10	< 0.1%
3553	1687	0.5%
3550	10	< 0.1%
3503	1738	0.5%
3500	10	< 0.1%
3473	1	< 0.1%
3453	1728	0.5%
3450	10	< 0.1%
3403	1772	0.5%
3400	10	< 0.1%

Is_CH
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.2 MiB

0	323400
1	42388

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	365788
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	323400	88.4%
1	42388	11.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	323400	88.4%
1	42388	11.6%

Most occurring characters

Value	Count	Frequency (%)
0	323400	88.4%
1	42388	11.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	365788	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	323400	88.4%
1	42388	11.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	365788	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	323400	88.4%
1	42388	11.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	365788	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	323400	88.4%
1	42388	11.6%

who CH
Real number (ℝ)

High correlation

Distinct	7088
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	265038.68

Minimum	101000
Maximum	3402100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	101000
5-th percentile	102034
Q1	107100
median	116073
Q3	214089
95-th percentile	804100
Maximum	3402100
Range	3301100
Interquartile range (IQR)	106989

Descriptive statistics

Standard deviation	363308.73
Coefficient of variation (CV)	1.3707762
Kurtosis	23.489083
Mean	265038.68
Median Absolute Deviation (MAD)	13048
Skewness	4.3863001
Sum	9.694797 × 10¹⁰
Variance	1.3199323 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202100	3422	0.9%
201100	1854	0.5%
301100	1751	0.5%
203100	1599	0.4%
501100	1519	0.4%
601100	1475	0.4%
402100	1474	0.4%
502100	1456	0.4%
401100	1449	0.4%
602100	1415	0.4%
Other values (7078)	348374	95.2%

Value	Count	Frequency (%)
101000	196	0.1%
101001	374	0.1%
101002	104	< 0.1%
101003	277	0.1%
101005	293	0.1%
101006	255	0.1%
101007	134	< 0.1%
101008	78	< 0.1%
101009	185	0.1%
101010	93	< 0.1%

Value	Count	Frequency (%)
3402100	10	< 0.1%
3401100	26	< 0.1%
3302100	58	< 0.1%
3301100	81	< 0.1%
3301096	1	< 0.1%
3301054	1	< 0.1%
3301034	1	< 0.1%
3301001	1	< 0.1%
3202100	84	< 0.1%
3202096	1	< 0.1%

Dist_To_CH
Real number (ℝ)

High correlation Zeros

Distinct	13956
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.786868

Minimum	0
Maximum	214.27462
Zeros	77990
Zeros (%)	21.3%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5.74685
median	18.56966
Q3	33.9213
95-th percentile	62.54398
Maximum	214.27462
Range	214.27462
Interquartile range (IQR)	28.17445

Descriptive statistics

Standard deviation	21.944243
Coefficient of variation (CV)	0.96302145
Kurtosis	5.5162019
Mean	22.786868
Median Absolute Deviation (MAD)	14.28935
Skewness	1.6674018
Sum	8335162.9
Variance	481.54979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	77990	21.3%
5.96867	357	0.1%
8.75269	298	0.1%
8.97549	292	0.1%
3.96705	273	0.1%
6.555	271	0.1%
8.67263	266	0.1%
1.1225	266	0.1%
3.07338	260	0.1%
7.04221	256	0.1%
Other values (13946)	285259	78.0%

Value	Count	Frequency (%)
0	77990	21.3%
0.40092	126	< 0.1%
0.48993	81	< 0.1%
0.66713	85	< 0.1%
0.67335	95	< 0.1%
0.80238	43	< 0.1%
0.83439	109	< 0.1%
0.88798	251	0.1%
1.1225	266	0.1%
1.23076	237	0.1%

Value	Count	Frequency (%)
214.27462	25	< 0.1%
213.85247	20	< 0.1%
206.32935	9	< 0.1%
205.22083	9	< 0.1%
203.79135	8	< 0.1%
202.98739	7	< 0.1%
190.43411	5	< 0.1%
186.94848	7	< 0.1%
184.31794	6	< 0.1%
183.55017	7	< 0.1%

ADV_S
Real number (ℝ)

High correlation Zeros

Distinct	85
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.26713014

Minimum	0
Maximum	97
Zeros	323400
Zeros (%)	88.4%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	97
Range	97
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.0703395
Coefficient of variation (CV)	7.7503029
Kurtosis	547.0163
Mean	0.26713014
Median Absolute Deviation (MAD)	0
Skewness	19.543366
Sum	97713
Variance	4.2863057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	323400	88.4%
1	38884	10.6%
6	194	0.1%
10	188	0.1%
17	184	0.1%
18	183	0.1%
16	177	< 0.1%
13	175	< 0.1%
11	175	< 0.1%
19	174	< 0.1%
Other values (75)	2054	0.6%

Value	Count	Frequency (%)
0	323400	88.4%
1	38884	10.6%
3	121	< 0.1%
4	119	< 0.1%
5	121	< 0.1%
6	194	0.1%
7	111	< 0.1%
8	116	< 0.1%
9	103	< 0.1%
10	188	0.1%

Value	Count	Frequency (%)
97	2	< 0.1%
96	3	< 0.1%
93	2	< 0.1%
92	2	< 0.1%
91	2	< 0.1%
90	1	< 0.1%
88	2	< 0.1%
87	1	< 0.1%
84	1	< 0.1%
83	5	< 0.1%

ADV_R
Real number (ℝ)

Zeros

Distinct	31
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.9806719

Minimum	0
Maximum	117
Zeros	30155
Zeros (%)	8.2%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	5
Q3	7
95-th percentile	27
Maximum	117
Range	117
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	7.0370171
Coefficient of variation (CV)	1.0080716
Kurtosis	8.5009254
Mean	6.9806719
Median Absolute Deviation (MAD)	2
Skewness	2.3047779
Sum	2553446
Variance	49.519609
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
4	53069	14.5%
5	51475	14.1%
6	42430	11.6%
3	37532	10.3%
7	34155	9.3%
0	30155	8.2%
2	23314	6.4%
8	20640	5.6%
9	13413	3.7%
28	10860	3.0%
Other values (21)	48745	13.3%

Value	Count	Frequency (%)
0	30155	8.2%
1	8077	2.2%
2	23314	6.4%
3	37532	10.3%
4	53069	14.5%
5	51475	14.1%
6	42430	11.6%
7	34155	9.3%
8	20640	5.6%
9	13413	3.7%

Value	Count	Frequency (%)
117	34	< 0.1%
29	7	< 0.1%
28	10860	3.0%
27	7732	2.1%
26	7877	2.2%
25	4517	1.2%
24	2051	0.6%
23	894	0.2%
22	729	0.2%
21	814	0.2%

JOIN_S
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.2 MiB

1	287839
0	77949

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	365788
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	287839	78.7%
0	77949	21.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	287839	78.7%
0	77949	21.3%

Most occurring characters

Value	Count	Frequency (%)
1	287839	78.7%
0	77949	21.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	365788	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	287839	78.7%
0	77949	21.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	365788	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	287839	78.7%
0	77949	21.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	365788	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	287839	78.7%
0	77949	21.3%

JOIN_R
Real number (ℝ)

High correlation Zeros

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.74639682

Minimum	0
Maximum	124
Zeros	347118
Zeros (%)	94.9%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	124
Range	124
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.7140532
Coefficient of variation (CV)	6.3157466
Kurtosis	123.06007
Mean	0.74639682
Median Absolute Deviation (MAD)	0
Skewness	9.7145762
Sum	273023
Variance	22.222297
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	347118	94.9%
1	1745	0.5%
2	1278	0.3%
3	1159	0.3%
4	1033	0.3%
5	935	0.3%
6	869	0.2%
7	709	0.2%
8	692	0.2%
9	657	0.2%
Other values (91)	9593	2.6%

Value	Count	Frequency (%)
0	347118	94.9%
1	1745	0.5%
2	1278	0.3%
3	1159	0.3%
4	1033	0.3%
5	935	0.3%
6	869	0.2%
7	709	0.2%
8	692	0.2%
9	657	0.2%

Value	Count	Frequency (%)
124	1	< 0.1%
99	47	< 0.1%
98	9	< 0.1%
97	4	< 0.1%
96	2	< 0.1%
95	4	< 0.1%
94	4	< 0.1%
93	5	< 0.1%
92	4	< 0.1%
91	2	< 0.1%

SCH_S
Real number (ℝ)

High correlation Zeros

Distinct	95
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.29505615

Minimum	0
Maximum	99
Zeros	347130
Zeros (%)	94.9%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	99
Range	99
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.7854019
Coefficient of variation (CV)	9.4402434
Kurtosis	320.82861
Mean	0.29505615
Median Absolute Deviation (MAD)	0
Skewness	15.734658
Sum	107928
Variance	7.7584637
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	347130	94.9%
1	12909	3.5%
2	366	0.1%
4	350	0.1%
3	339	0.1%
6	304	0.1%
5	292	0.1%
8	233	0.1%
9	228	0.1%
10	222	0.1%
Other values (85)	3415	0.9%

Value	Count	Frequency (%)
0	347130	94.9%
1	12909	3.5%
2	366	0.1%
3	339	0.1%
4	350	0.1%
5	292	0.1%
6	304	0.1%
7	219	0.1%
8	233	0.1%
9	228	0.1%

Value	Count	Frequency (%)
99	10	< 0.1%
98	3	< 0.1%
96	1	< 0.1%
95	1	< 0.1%
94	1	< 0.1%
93	3	< 0.1%
92	1	< 0.1%
90	2	< 0.1%
89	4	< 0.1%
88	1	< 0.1%

SCH_R
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.2 MiB

1	276081
0	89707

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	365788
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	276081	75.5%
0	89707	24.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	276081	75.5%
0	89707	24.5%

Most occurring characters

Value	Count	Frequency (%)
1	276081	75.5%
0	89707	24.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	365788	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	276081	75.5%
0	89707	24.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	365788	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	276081	75.5%
0	89707	24.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	365788	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	276081	75.5%
0	89707	24.5%

Rank
Real number (ℝ)

High correlation Zeros

Distinct	100
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.7072567

Minimum	0
Maximum	99
Zeros	70737
Zeros (%)	19.3%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	13
95-th percentile	41
Maximum	99
Range	99
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	14.644887
Coefficient of variation (CV)	1.5086535
Kurtosis	6.7339523
Mean	9.7072567
Median Absolute Deviation (MAD)	3
Skewness	2.3951015
Sum	3550798
Variance	214.4727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	95159	26.0%
0	70737	19.3%
3	13506	3.7%
2	12797	3.5%
5	11285	3.1%
4	10533	2.9%
7	9693	2.6%
6	9009	2.5%
9	8567	2.3%
8	7746	2.1%
Other values (90)	116756	31.9%

Value	Count	Frequency (%)
0	70737	19.3%
1	95159	26.0%
2	12797	3.5%
3	13506	3.7%
4	10533	2.9%
5	11285	3.1%
6	9009	2.5%
7	9693	2.6%
8	7746	2.1%
9	8567	2.3%

Value	Count	Frequency (%)
99	39	< 0.1%
98	49	< 0.1%
97	61	< 0.1%
96	50	< 0.1%
95	63	< 0.1%
94	63	< 0.1%
93	78	< 0.1%
92	73	< 0.1%
91	80	< 0.1%
90	80	< 0.1%

DATA_S
Real number (ℝ)

High correlation Zeros

Distinct	192
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.274334

Minimum	0
Maximum	241
Zeros	58829
Zeros (%)	16.1%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13
median	36
Q3	62
95-th percentile	131
Maximum	241
Range	241
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	42.675699
Coefficient of variation (CV)	0.94260248
Kurtosis	3.0435337
Mean	45.274334
Median Absolute Deviation (MAD)	23
Skewness	1.5520597
Sum	16560808
Variance	1821.2153
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	58829	16.1%
13	36422	10.0%
85	7355	2.0%
55	6899	1.9%
65	6797	1.9%
76	6754	1.8%
62	6679	1.8%
72	6677	1.8%
57	6408	1.8%
80	6385	1.7%
Other values (182)	216583	59.2%

Value	Count	Frequency (%)
0	58829	16.1%
1	17	< 0.1%
2	259	0.1%
3	304	0.1%
4	375	0.1%
5	503	0.1%
6	558	0.2%
7	480	0.1%
8	440	0.1%
9	363	0.1%

Value	Count	Frequency (%)
241	1641	0.4%
240	1	< 0.1%
237	1	< 0.1%
235	1	< 0.1%
229	2	< 0.1%
226	1	< 0.1%
220	1	< 0.1%
206	2429	0.7%
205	1	< 0.1%
204	1	< 0.1%

DATA_R
Real number (ℝ)

High correlation Zeros

Distinct	1345
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.145751

Minimum	0
Maximum	1496
Zeros	314028
Zeros (%)	85.8%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	609
Maximum	1496
Range	1496
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	228.64922
Coefficient of variation (CV)	3.169268
Kurtosis	13.054269
Mean	72.145751
Median Absolute Deviation (MAD)	0
Skewness	3.6474665
Sum	26390050
Variance	52280.465
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	314028	85.8%
117	5999	1.6%
351	3217	0.9%
377	2772	0.8%
91	1647	0.5%
241	1429	0.4%
78	1342	0.4%
104	1293	0.4%
611	903	0.2%
412	724	0.2%
Other values (1335)	32434	8.9%

Value	Count	Frequency (%)
0	314028	85.8%
1	140	< 0.1%
2	5	< 0.1%
3	2	< 0.1%
4	3	< 0.1%
5	3	< 0.1%
6	2	< 0.1%
7	3	< 0.1%
8	2	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
1496	1	< 0.1%
1494	4	< 0.1%
1493	2	< 0.1%
1492	10	< 0.1%
1491	6	< 0.1%
1490	1	< 0.1%
1489	3	< 0.1%
1488	2	< 0.1%
1487	5	< 0.1%
1486	5	< 0.1%

Data_Sent_To_BS
Real number (ℝ)

High correlation Zeros

Distinct	237
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4941059

Minimum	0
Maximum	241
Zeros	303545
Zeros (%)	83.0%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	13
Maximum	241
Range	241
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	19.730293
Coefficient of variation (CV)	4.3902599
Kurtosis	72.090852
Mean	4.4941059
Median Absolute Deviation (MAD)	0
Skewness	7.8497284
Sum	1643890
Variance	389.28446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	303545	83.0%
13	38186	10.4%
1	2866	0.8%
2	1769	0.5%
3	1113	0.3%
6	764	0.2%
4	761	0.2%
5	729	0.2%
8	696	0.2%
7	635	0.2%
Other values (227)	14724	4.0%

Value	Count	Frequency (%)
0	303545	83.0%
1	2866	0.8%
2	1769	0.5%
3	1113	0.3%
4	761	0.2%
5	729	0.2%
6	764	0.2%
7	635	0.2%
8	696	0.2%
9	571	0.2%

Value	Count	Frequency (%)
241	447	0.1%
240	85	< 0.1%
239	42	< 0.1%
238	32	< 0.1%
237	13	< 0.1%
236	15	< 0.1%
235	14	< 0.1%
234	9	< 0.1%
233	4	< 0.1%
232	12	< 0.1%

dist_CH_To_BS
Real number (ℝ)

High correlation Zeros

Distinct	305
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.580986

Minimum	0
Maximum	201.93494
Zeros	303545
Zeros (%)	83.0%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	145.08942
Maximum	201.93494
Range	201.93494
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	49.306364
Coefficient of variation (CV)	2.2847132
Kurtosis	2.4268386
Mean	21.580986
Median Absolute Deviation (MAD)	0
Skewness	2.0069991
Sum	7894065.8
Variance	2431.1175
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	303545	83.0%
136.03878	1454	0.4%
159.31297	1446	0.4%
88.47785	1201	0.3%
93.93772	1131	0.3%
165.46205	1105	0.3%
123.96292	1031	0.3%
102.66424	995	0.3%
201.93494	983	0.3%
54.93262	957	0.3%
Other values (295)	51940	14.2%

Value	Count	Frequency (%)
0	303545	83.0%
54.93262	957	0.3%
75.52972	235	0.1%
76.04676	96	< 0.1%
77.63787	76	< 0.1%
77.82286	61	< 0.1%
78.70375	64	< 0.1%
78.91449	223	0.1%
79.19069	228	0.1%
79.55137	82	< 0.1%

Value	Count	Frequency (%)
201.93494	983	0.3%
181.31284	948	0.3%
176.98899	75	< 0.1%
176.62353	224	0.1%
176.42103	58	< 0.1%
176.40744	512	0.1%
176.34359	62	< 0.1%
175.01596	69	< 0.1%
174.29523	63	< 0.1%
173.64043	225	0.1%

send_code
Real number (ℝ)

High correlation Zeros

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5156402

Minimum	0
Maximum	15
Zeros	77949
Zeros (%)	21.3%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	7
Maximum	15
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.397266
Coefficient of variation (CV)	0.95294469
Kurtosis	3.0981937
Mean	2.5156402
Median Absolute Deviation (MAD)	1
Skewness	1.4483411
Sum	920191
Variance	5.7468842
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	77949	21.3%
1	74193	20.3%
2	62069	17.0%
3	49542	13.5%
4	37423	10.2%
5	25480	7.0%
6	15731	4.3%
7	10147	2.8%
8	5095	1.4%
9	2531	0.7%
Other values (6)	5628	1.5%

Value	Count	Frequency (%)
0	77949	21.3%
1	74193	20.3%
2	62069	17.0%
3	49542	13.5%
4	37423	10.2%
5	25480	7.0%
6	15731	4.3%
7	10147	2.8%
8	5095	1.4%
9	2531	0.7%

Value	Count	Frequency (%)
15	595	0.2%
14	628	0.2%
13	884	0.2%
12	836	0.2%
11	1097	0.3%
10	1588	0.4%
9	2531	0.7%
8	5095	1.4%
7	10147	2.8%
6	15731	4.3%

Expaned Energy
Real number (ℝ)

Skewed

Distinct	69352
Distinct (%)	19.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.30334516

Minimum	0
Maximum	45.09394
Zeros	10
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0.00739
Q1	0.05598
median	0.09755
Q3	0.21703
95-th percentile	1.6656
Maximum	45.09394
Range	45.09394
Interquartile range (IQR)	0.16105

Descriptive statistics

Standard deviation	0.67209017
Coefficient of variation (CV)	2.2155955
Kurtosis	1613.5145
Mean	0.30334516
Median Absolute Deviation (MAD)	0.053175
Skewness	25.699348
Sum	110960.02
Variance	0.45170519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.00447	1201	0.3%
0.00448	874	0.2%
0.00446	657	0.2%
0.00606	404	0.1%
0.2194	390	0.1%
0.00607	382	0.1%
0.00722	364	0.1%
0.00723	351	0.1%
0.00449	332	0.1%
0.21826	323	0.1%
Other values (69342)	360510	98.6%

Value	Count	Frequency (%)
0	10	< 0.1%
0.00093	8	< 0.1%
0.00108	62	< 0.1%
0.00167	1	< 0.1%
0.00168	15	< 0.1%
0.00169	27	< 0.1%
0.0017	12	< 0.1%
0.00171	13	< 0.1%
0.00172	23	< 0.1%
0.00173	22	< 0.1%

Value	Count	Frequency (%)
45.09394	1	< 0.1%
45.09063	1	< 0.1%
45.07812	1	< 0.1%
45.07668	1	< 0.1%
45.07618	1	< 0.1%
45.07489	1	< 0.1%
45.0745	1	< 0.1%
45.07431	1	< 0.1%
45.07407	1	< 0.1%
45.07405	1	< 0.1%

Attack type
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.0 MiB

Normal	332040
Grayhole	13909
Blackhole	10049
TDMA	6633
Flooding	3157

Length

Max length	9
Median length	6
Mean length	6.1394606
Min length	4

Characters and Unicode

Total characters	2245741
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Normal
2nd row	Normal
3rd row	Normal
4th row	Normal
5th row	Normal

Common Values

Value	Count	Frequency (%)
Normal	332040	90.8%
Grayhole	13909	3.8%
Blackhole	10049	2.7%
TDMA	6633	1.8%
Flooding	3157	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	332040	90.8%
grayhole	13909	3.8%
blackhole	10049	2.7%
tdma	6633	1.8%
flooding	3157	0.9%

Most occurring characters

Value	Count	Frequency (%)
l	369204	16.4%
o	362312	16.1%
a	355998	15.9%
r	345949	15.4%
N	332040	14.8%
m	332040	14.8%
h	23958	1.1%
e	23958	1.1%
G	13909	0.6%
y	13909	0.6%
Other values (12)	72464	3.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2245741	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	369204	16.4%
o	362312	16.1%
a	355998	15.9%
r	345949	15.4%
N	332040	14.8%
m	332040	14.8%
h	23958	1.1%
e	23958	1.1%
G	13909	0.6%
y	13909	0.6%
Other values (12)	72464	3.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2245741	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	369204	16.4%
o	362312	16.1%
a	355998	15.9%
r	345949	15.4%
N	332040	14.8%
m	332040	14.8%
h	23958	1.1%
e	23958	1.1%
G	13909	0.6%
y	13909	0.6%
Other values (12)	72464	3.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2245741	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	369204	16.4%
o	362312	16.1%
a	355998	15.9%
r	345949	15.4%
N	332040	14.8%
m	332040	14.8%
h	23958	1.1%
e	23958	1.1%
G	13909	0.6%
y	13909	0.6%
Other values (12)	72464	3.2%

	ADV_R	ADV_S	DATA_R	DATA_S	Data_Sent_To_BS	Dist_To_CH	Is_CH	JOIN_R	JOIN_S	SCH_R	SCH_S	Time	dist_CH_To_BS	id	send_code	who CH	Attack type	Expaned Energy	Rank
ADV_R	1.000	0.277	-0.321	0.177	-0.232	-0.058	0.427	0.008	0.255	0.373	0.010	-0.052	-0.227	-0.054	0.309	-0.053	0.310	0.071	-0.023
ADV_S	0.277	1.000	0.217	-0.527	0.343	-0.495	0.235	0.635	0.163	0.107	0.636	0.234	0.333	0.263	-0.500	0.263	0.419	-0.047	-0.512
DATA_R	-0.321	0.217	1.000	-0.461	0.783	-0.524	0.324	0.418	0.621	0.561	0.412	0.256	0.766	0.301	-0.543	0.303	0.122	0.450	-0.426
DATA_S	0.177	-0.527	-0.461	1.000	-0.458	0.243	0.468	-0.338	0.673	0.737	-0.338	-0.115	-0.460	-0.167	0.601	-0.168	0.203	0.248	0.231
Data_Sent_To_BS	-0.232	0.343	0.783	-0.458	1.000	-0.557	0.383	0.262	0.258	0.232	0.258	0.322	0.990	0.387	-0.556	0.389	0.141	0.469	-0.475
Dist_To_CH	-0.058	-0.495	-0.524	0.243	-0.557	1.000	0.324	-0.317	0.466	0.417	-0.317	-0.374	-0.558	-0.415	0.426	-0.417	0.140	-0.353	0.558
Is_CH	0.427	0.235	0.324	0.468	0.383	0.324	1.000	0.406	0.696	0.613	0.268	0.298	0.333	0.354	0.429	0.354	0.868	0.009	0.248
JOIN_R	0.008	0.635	0.418	-0.338	0.262	-0.317	0.406	1.000	0.282	0.258	0.999	0.019	0.219	0.011	-0.320	0.011	0.212	0.086	-0.328
JOIN_S	0.255	0.163	0.621	0.673	0.258	0.466	0.696	0.282	1.000	0.896	0.187	0.500	0.783	0.621	0.617	0.621	0.604	0.008	0.318
SCH_R	0.373	0.107	0.561	0.737	0.232	0.417	0.613	0.258	0.896	1.000	0.170	0.441	0.697	0.563	0.541	0.563	0.532	0.007	0.266
SCH_S	0.010	0.636	0.412	-0.338	0.258	-0.317	0.268	0.999	0.187	0.170	1.000	0.022	0.216	0.014	-0.320	0.014	0.357	0.082	-0.328
Time	-0.052	0.234	0.256	-0.115	0.322	-0.374	0.298	0.019	0.500	0.441	0.022	1.000	0.332	0.983	-0.280	0.983	0.195	0.169	-0.454
dist_CH_To_BS	-0.227	0.333	0.766	-0.460	0.990	-0.558	0.333	0.219	0.783	0.697	0.216	0.332	1.000	0.399	-0.558	0.400	0.171	0.452	-0.470
id	-0.054	0.263	0.301	-0.167	0.387	-0.415	0.354	0.011	0.621	0.563	0.014	0.983	0.399	1.000	-0.323	0.999	0.214	0.199	-0.492
send_code	0.309	-0.500	-0.543	0.601	-0.556	0.426	0.429	-0.320	0.617	0.541	-0.320	-0.280	-0.558	-0.323	1.000	-0.324	0.186	-0.041	0.397
who CH	-0.053	0.263	0.303	-0.168	0.389	-0.417	0.354	0.011	0.621	0.563	0.014	0.983	0.400	0.999	-0.324	1.000	0.214	0.201	-0.493
Attack type	0.310	0.419	0.122	0.203	0.141	0.140	0.868	0.212	0.604	0.532	0.357	0.195	0.171	0.214	0.186	0.214	1.000	0.019	0.107
Expaned Energy	0.071	-0.047	0.450	0.248	0.469	-0.353	0.009	0.086	0.008	0.007	0.082	0.169	0.452	0.199	-0.041	0.201	0.019	1.000	-0.281
Rank	-0.023	-0.512	-0.426	0.231	-0.475	0.558	0.248	-0.328	0.318	0.266	-0.328	-0.454	-0.470	-0.492	0.397	-0.493	0.107	-0.281	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	id	Time	Is_CH	who CH	Dist_To_CH	ADV_S	ADV_R	JOIN_S	JOIN_R	SCH_S	SCH_R	Rank	DATA_S	DATA_R	Data_Sent_To_BS	dist_CH_To_BS	send_code	Expaned Energy	Attack type
0	101000	50	1	101000	0.00000	1	0	0	25	1	0	0	0	1200	48	130.08535	0	2.46940	Normal
1	101001	50	0	101044	75.32345	0	4	1	0	0	1	2	38	0	0	0.00000	4	0.06957	Normal
2	101002	50	0	101010	46.95453	0	4	1	0	0	1	19	41	0	0	0.00000	3	0.06898	Normal
3	101003	50	0	101044	64.85231	0	4	1	0	0	1	16	38	0	0	0.00000	4	0.06673	Normal
4	101004	50	0	101010	4.83341	0	4	1	0	0	1	25	41	0	0	0.00000	3	0.06534	Normal
5	101005	50	0	101010	31.91198	0	4	1	0	0	1	18	41	0	0	0.00000	3	0.06717	Normal
6	101006	50	0	101044	24.34167	0	4	1	0	0	1	5	38	0	0	0.00000	4	0.06214	Normal
7	101007	50	0	101010	26.75033	0	4	1	0	0	1	21	41	0	0	0.00000	3	0.06662	Normal
8	101008	50	0	101044	63.66485	0	4	1	0	0	1	17	38	0	0	0.00000	4	0.06649	Normal
9	101009	50	0	101000	32.90217	0	4	1	0	0	1	12	48	0	0	0.00000	1	0.07903	Normal

	id	Time	Is_CH	who CH	Dist_To_CH	ADV_S	ADV_R	JOIN_S	JOIN_R	SCH_S	SCH_R	Rank	DATA_S	DATA_R	Data_Sent_To_BS	dist_CH_To_BS	send_code	Expaned Energy	Attack type
374651	201091	1003	0	201037	36.43504	0	5	1	0	0	1	6	39	0	23	82.38933	2	0.07061	Normal
374652	201092	1003	0	201063	23.85398	0	5	1	0	0	1	1	96	0	38	149.39919	4	0.16273	Normal
374653	201093	1003	0	201095	18.81269	0	5	1	0	0	1	13	55	0	32	124.78459	1	0.09477	Normal
374654	201094	1003	0	201004	17.16400	0	5	1	0	0	1	18	57	0	43	166.89397	5	0.09722	Normal
374655	201095	1003	1	201095	0.00000	1	4	0	21	1	0	0	0	1120	22	124.20170	0	1.01807	Normal
374656	201096	1003	0	201051	6.98337	0	5	1	0	0	1	7	96	0	67	170.14779	3	0.15974	Normal
374657	201097	1003	0	201037	29.32867	0	5	1	0	0	1	31	39	0	24	82.21043	2	0.06877	Normal
374658	201098	1003	0	201095	18.51963	0	5	1	0	0	1	17	55	0	31	139.26438	1	0.09437	Normal
374659	201099	1003	0	201051	8.55001	0	5	1	0	0	1	3	96	0	65	158.27492	3	0.16047	Normal
374660	202041	1025	0	202100	0.00000	0	5	0	0	0	0	4	7	689	7	115.00407	0	1.01325	Normal

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample